{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# K-Means Clustering in Python -- TCGA Cancer Gene Expression"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This jupyter notebook accompanies the Real Python's [Practical K-Means Clustering in Python](https://realpython.com/practical-k-means-clustering-python/) article. Specifically, this notebook works through the **second half** of the article, from where the TCGA cancer gene expression dataset is introduced."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building a K-Means Clustering Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tarfile\n",
    "import urllib\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from sklearn.cluster import KMeans\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.metrics import adjusted_rand_score, silhouette_score\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.preprocessing import LabelEncoder, MinMaxScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "uci_tcga_url = (\n",
    "    \"https://archive.ics.uci.edu/ml/machine-learning-databases/00401/\"\n",
    ")\n",
    "archive_name = \"TCGA-PANCAN-HiSeq-801x20531.tar.gz\"\n",
    "\n",
    "# build the url\n",
    "full_download_url = urllib.parse.urljoin(uci_tcga_url, archive_name)\n",
    "\n",
    "# download the file\n",
    "r = urllib.request.urlretrieve(full_download_url, archive_name)\n",
    "\n",
    "# extract the data from the archive\n",
    "tar = tarfile.open(archive_name, \"r:gz\")\n",
    "tar.extractall()\n",
    "tar.close()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "datafile = \"TCGA-PANCAN-HiSeq-801x20531/data.csv\"\n",
    "labels_file = \"TCGA-PANCAN-HiSeq-801x20531/labels.csv\"\n",
    "\n",
    "data = np.genfromtxt(\n",
    "    datafile, delimiter=\",\", usecols=range(1, 20532), skip_header=1\n",
    ")\n",
    "\n",
    "true_label_names = np.genfromtxt(\n",
    "    labels_file, delimiter=\",\", usecols=(1,), skip_header=1, dtype=str\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0.        , 2.01720929, 3.26552691],\n",
       "       [0.        , 0.59273209, 1.58842082],\n",
       "       [0.        , 3.51175898, 4.32719872],\n",
       "       [0.        , 3.66361787, 4.50764878],\n",
       "       [0.        , 2.65574107, 2.82154696]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data[:5, :3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['PRAD', 'LUAD', 'PRAD', 'PRAD', 'BRCA'], dtype='<U4')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_label_names[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "label_encoder = LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "true_labels = label_encoder.fit_transform(true_label_names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([4, 3, 4, 4, 0])"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "true_labels[:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BRCA', 'COAD', 'KIRC', 'LUAD', 'PRAD'], dtype='<U4')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_encoder.classes_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "n_clusters = len(label_encoder.classes_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessor = Pipeline(\n",
    "    [\n",
    "        (\"scaler\", MinMaxScaler()),\n",
    "        (\"pca\", PCA(n_components=2, random_state=42)),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "clusterer = Pipeline(\n",
    "    [\n",
    "        (\n",
    "            \"kmeans\",\n",
    "            KMeans(\n",
    "                n_clusters=n_clusters,\n",
    "                init=\"k-means++\",\n",
    "                n_init=50,\n",
    "                max_iter=500,\n",
    "                random_state=42,\n",
    "            ),\n",
    "        ),\n",
    "    ]\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = Pipeline([(\"preprocessor\", preprocessor), (\"clusterer\", clusterer)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Pipeline(steps=[('preprocessor',\n",
       "                 Pipeline(steps=[('scaler', MinMaxScaler()),\n",
       "                                 ('pca',\n",
       "                                  PCA(n_components=2, random_state=42))])),\n",
       "                ('clusterer',\n",
       "                 Pipeline(steps=[('kmeans',\n",
       "                                  KMeans(max_iter=500, n_clusters=5, n_init=50,\n",
       "                                         random_state=42))]))])"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.fit(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "preprocessed_data = pipe[\"preprocessor\"].transform(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "predicted_labels = pipe[\"clusterer\"][\"kmeans\"].labels_"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.511877552845029"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "silhouette_score(preprocessed_data, predicted_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.722276752060253"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "adjusted_rand_score(true_labels, predicted_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "pcadf = pd.DataFrame(\n",
    "    pipe[\"preprocessor\"].transform(data),\n",
    "    columns=[\"component_1\", \"component_2\"],\n",
    ")\n",
    "\n",
    "pcadf[\"predicted_cluster\"] = pipe[\"clusterer\"][\"kmeans\"].labels_\n",
    "pcadf[\"true_label\"] = label_encoder.inverse_transform(true_labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"fivethirtyeight\")\n",
    "plt.figure(figsize=(8, 8))\n",
    "\n",
    "scat = sns.scatterplot(\n",
    "    \"component_1\",\n",
    "    \"component_2\",\n",
    "    s=50,\n",
    "    data=pcadf,\n",
    "    hue=\"predicted_cluster\",\n",
    "    style=\"true_label\",\n",
    "    palette=\"Set2\",\n",
    ")\n",
    "\n",
    "scat.set_title(\"Clustering results from TCGA Pan-Cancer\\nGene Expression Data\")\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.0)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tuning a K-Means Clustering Pipeline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Empty lists to hold evaluation metrics\n",
    "silhouette_scores = []\n",
    "ari_scores = []\n",
    "for n in range(2, 11):\n",
    "    # This set the number of components for pca,\n",
    "    # but leaves other steps unchanged\n",
    "    pipe[\"preprocessor\"][\"pca\"].n_components = n\n",
    "    pipe.fit(data)\n",
    "\n",
    "    silhouette_coef = silhouette_score(\n",
    "        pipe[\"preprocessor\"].transform(data),\n",
    "        pipe[\"clusterer\"][\"kmeans\"].labels_,\n",
    "    )\n",
    "    ari = adjusted_rand_score(\n",
    "        true_labels,\n",
    "        pipe[\"clusterer\"][\"kmeans\"].labels_,\n",
    "    )\n",
    "\n",
    "    # Add metrics to their lists\n",
    "    silhouette_scores.append(silhouette_coef)\n",
    "    ari_scores.append(ari)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.style.use(\"fivethirtyeight\")\n",
    "plt.figure(figsize=(6, 6))\n",
    "plt.plot(\n",
    "    range(2, 11),\n",
    "    silhouette_scores,\n",
    "    c=\"#008fd5\",\n",
    "    label=\"Silhouette Coefficient\",\n",
    ")\n",
    "plt.plot(range(2, 11), ari_scores, c=\"#fc4f30\", label=\"ARI\")\n",
    "\n",
    "plt.xlabel(\"n_components\")\n",
    "plt.legend()\n",
    "plt.title(\"Clustering Performance\\nas a Function of n_components\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
